{"id":"W7084622411","doi":"10.17605/osf.io/83h72","title":"What are the primary biopsychosocial and structural factors contributing to youth substance use initiation?","year":2025,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biopsychosocial model; Vulnerability (computing); Harm; Psychological intervention; Addiction; Substance use; Substance abuse; Public health; Poison control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003043488,0.0002988994,0.0006709465,0.006483833,0.002541916,0.003939654,0.0008344026,0.0006683325,0.005000329],"category_scores_gemma":[0.008823052,0.000263226,0.0007541782,0.008484364,0.003548723,0.002867966,0.002082367,0.001016414,0.0002506151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01106905,"about_ca_system_score_gemma":0.0370312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4046224,"about_ca_topic_score_gemma":0.6343052,"domain_scores_codex":[0.9988368,0.0003227806,0.00009320691,0.0001009303,0.0002984129,0.0003478627],"domain_scores_gemma":[0.9962133,0.001679997,0.0007145015,0.00009004679,0.0006807991,0.0006213869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007561621,0.0001887628,0.4950839,0.00853134,0.0001973447,0.001591539,0.07769271,0.0002036446,0.0003237765,0.02693166,0.009155568,0.3800241],"study_design_scores_gemma":[0.00001760414,0.00005286943,0.7086003,0.01470644,0.0002481694,0.001308056,0.2108192,0.0003540042,0.0003492934,0.01679156,0.04669407,0.00005848246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6922253,0.1021655,0.002756237,0.08589257,0.0003525606,0.0007643832,0.004960007,0.00006887759,0.1108145],"genre_scores_gemma":[0.92598,0.06610899,0.002114372,0.001414822,0.00009168437,0.0002382195,0.0007025245,0.00001267335,0.003336706],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4046224,"threshold_uncertainty_score":0.8045345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854366479802938,"score_gpt":0.2855138942497163,"score_spread":0.2569702294516869,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}